He hated Saturdays. The sun, relentlessly bright, seemed to mock his current state. Dust motes danced in the air as he walked, head bowed, past the scattered debris of a neighbor's yard sale. The air itself felt thick, suffocating. He’d lost count of the job applications, each one a dead end.

Then, he saw it. A plush, once-vibrant bear, its fur now worn and thin, sat propped against a chipped ceramic cat. The bear’s right eye was missing, leaving a hollow, unsettling space. A memory, unwelcome but potent, surfaced.

He picked it up, feeling the familiar texture of the worn fabric. A wave of dizziness swept over him. He felt as if he had let down his younger self, as if this was a visual representation of the life he was now leading. He set the bear back down, his shoulders slumping. He continued walking, unable to meet the gaze of the woman behind the table.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255